> ## Documentation Index
> Fetch the complete documentation index at: https://aidflow.aigensys.com/llms.txt
> Use this file to discover all available pages before exploring further.

# NumEncoderWorker.transform

**def NumEncoderWorker.transform**(self, data, subset=None) [\[source\]](https://github.com/aigensys-labs/aidflow/blob/main/AID/\TRUENAS\aig_modeling_Products\AID\1_0_Lib\AID\data\encode\num_encoder.py#L484)

Apply fitted bin encodings to new data.

Maps each numerical feature to its binned (grouped)
categorical values using the learned encoding maps.

#### Parameters

**`data`** : *`pDF`*
New data containing the original numerical features.

**`subset`** : *`list`*
Specific features to process and return.\
Default = None: all trained features.

#### Returns

*`NumEncoderResult`*
Transformed data + feature lineage metadata.


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